Doppler Effect on Location-Based Tracking in Mobile Sensor Networks
Mohamed Hamdi, Ramzi Bellazreg, Noureddine Boudriga
Communication Networks and Security Research Lab.
University of 7
th
of November at Carthage, Tunisia
{mmh,nab}@supcom.rnu.tn
Abstract
Mobile Sensor Networks (MSNs) consist of large
number of small and computationally impoverished
devices deployed over an area to track mobile objects.
Mobility is becoming an important feature of MSNs.
Recently, sensors have began to be deployed on mobile
platforms such as robots. In this paper, we propose an
evaluation of the mobility impact on MSN tracking
efficiency. More precisely, we consider the Doppler effect
on the results of several target location approaches. Two
radar-based angle estimation techniques have been
considered: Frequency-Modulated Continuous Wave
(FMCW) Radar, and monopulse angle estimation. We
also analyze the control of the uncertainty due to Doppler
shift through a manipulation of the area coverage (i.e.,
number of sensors per area coverage).
1. Introduction
Mobile Sensor Networks (MSNs) consist of large number
of small and computationally impoverished devices
deployed over an area to track mobile objects. Depending
on the nature of the target, different sensing techniques
may be used such as those based on temperature, light,
sound or ultra-sound waves. Particularly, when the object
of interest is a vehicle, radar (Radio Detection and
Ranging) systems show an important efficiency.
Moreover, the event that characterizes a detected object
may vary according to the sensing approach. For instance,
the sensor may generate only one bit of information to
indicate whether the target is within its range or not.
Angular techniques can also be used to track the angular
location of a mobile object. Finally, more precise sensing
techniques allow estimating the exact location of the
target.
Mobility is becoming an important feature of MSNs.
Recently, sensors have began to be deployed on mobile
platforms such as robots. This turns out to be useful in
situations where the sensors operate in a hostile
environment. In addition, researches have demonstrated
that sensor motion may enhance the network coverage.
Nevertheless, when both sensors and targets are mobile,
the frequency and the power of the reflected signals might
be affected by the relative velocity.
In this paper, we propose an evaluation of the mobility
impact on MSN tracking efficiency. More precisely, we
consider the Doppler effect on the results of several target
location approaches. Two radar-based angle estimation
techniques have been considered: Frequency-Modulated
Continuous Wave (FMCW) Radar [1], and monopulse
angle estimation [2, 3]. We perform a statistical analysis
of the relation between the target-location uncertainty and
the relative speed of the target with respect to the sensor.
To the best of our knowledge, the evaluation of the
Doppler frequency shift on the accuracy of the events
generated by a MSN has not been previously addressed
by researchers. In fact, an important fact that should be
necessarily taken into consideration is that, even though
the mobility of the sensor nodes can be monitored by
some central nodes of the MSN, there is no possible
control on the target motion. In the following, we show
that the quality of the information about on the
correctness of the estimated angle depends on the
available knowledge about the target mobility model. We
also analyze the control of the uncertainty due to Doppler
shift through a manipulation of the area coverage (i.e.,
number of sensors per area coverage).
The rest of the paper is organized as follows. Section 2
reviews the two aforementioned angle estimation
techniques. Section 3 describes the mobility impact on
MSN efficiency. Particularly, the frequency shift due to
the relative mobility of target with respect to the antenna
elements (i.e., sensor node) will be addressed. The
importance of coverage aspects is highlighted in Section
4. Finally, Section 5 concludes the paper.
2. Angle-based location estimation techniques
This section describes two approaches that have been
proposed in the literature to determine the angular
location of a target. The first is based on analyzing the
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